{
 "cells": [
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "决策树实战task：\n",
    "1、基于iris_data.csv数据，建立决策树模型，评估模型表现\n",
    "2、可视化决策树结构\n",
    "3、修改min_samples_leaf参数，对比模型结果"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "@Author  : Flare Zhao\n",
    "@Email: 454209979@qq.com\n",
    "@QQ讨论群：530533630  申请加群的验证信息为订单号（粘贴号码数字即可）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sepal length</th>\n",
       "      <th>sepal width</th>\n",
       "      <th>petal length</th>\n",
       "      <th>petal width</th>\n",
       "      <th>target</th>\n",
       "      <th>label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5.1</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4.7</td>\n",
       "      <td>3.2</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4.6</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.6</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   sepal length  sepal width  petal length  petal width       target  label\n",
       "0           5.1          3.5           1.4          0.2  Iris-setosa      0\n",
       "1           4.9          3.0           1.4          0.2  Iris-setosa      0\n",
       "2           4.7          3.2           1.3          0.2  Iris-setosa      0\n",
       "3           4.6          3.1           1.5          0.2  Iris-setosa      0\n",
       "4           5.0          3.6           1.4          0.2  Iris-setosa      0"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#load the data\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "data = pd.read_csv('iris_data.csv')\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(150, 4) (150,)\n"
     ]
    }
   ],
   "source": [
    "#define the X and y\n",
    "X = data.drop(['target','label'],axis=1)\n",
    "y = data.loc[:,'label']\n",
    "print(X.shape,y.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='entropy',\n",
       "                       max_depth=None, max_features=None, max_leaf_nodes=None,\n",
       "                       min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                       min_samples_leaf=5, min_samples_split=2,\n",
       "                       min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                       random_state=None, splitter='best')"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#establish the decision tree model\n",
    "from sklearn import tree\n",
    "dc_tree = tree.DecisionTreeClassifier(criterion='entropy',min_samples_leaf=5)\n",
    "dc_tree.fit(X,y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.9733333333333334\n"
     ]
    }
   ],
   "source": [
    "#evaluate the model\n",
    "y_predict = dc_tree.predict(X)\n",
    "from sklearn.metrics import accuracy_score\n",
    "accuracy = accuracy_score(y,y_predict)\n",
    "print(accuracy)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(496.0, 978.48, 'PetalLength <= 2.45\\nentropy = 1.585\\nsamples = 150\\nvalue = [50, 50, 50]\\nclass = setosa'),\n",
       " Text(372.0, 761.0400000000001, 'entropy = 0.0\\nsamples = 50\\nvalue = [50, 0, 0]\\nclass = setosa'),\n",
       " Text(620.0, 761.0400000000001, 'PetalWidth <= 1.75\\nentropy = 1.0\\nsamples = 100\\nvalue = [0, 50, 50]\\nclass = versicolor'),\n",
       " Text(372.0, 543.6, 'PetalLength <= 4.95\\nentropy = 0.445\\nsamples = 54\\nvalue = [0, 49, 5]\\nclass = versicolor'),\n",
       " Text(248.0, 326.1600000000001, 'SepalLength <= 5.15\\nentropy = 0.146\\nsamples = 48\\nvalue = [0, 47, 1]\\nclass = versicolor'),\n",
       " Text(124.0, 108.72000000000003, 'entropy = 0.722\\nsamples = 5\\nvalue = [0, 4, 1]\\nclass = versicolor'),\n",
       " Text(372.0, 108.72000000000003, 'entropy = 0.0\\nsamples = 43\\nvalue = [0, 43, 0]\\nclass = versicolor'),\n",
       " Text(496.0, 326.1600000000001, 'entropy = 0.918\\nsamples = 6\\nvalue = [0, 2, 4]\\nclass = virginica'),\n",
       " Text(868.0, 543.6, 'PetalLength <= 4.95\\nentropy = 0.151\\nsamples = 46\\nvalue = [0, 1, 45]\\nclass = virginica'),\n",
       " Text(744.0, 326.1600000000001, 'entropy = 0.65\\nsamples = 6\\nvalue = [0, 1, 5]\\nclass = virginica'),\n",
       " Text(992.0, 326.1600000000001, 'entropy = 0.0\\nsamples = 40\\nvalue = [0, 0, 40]\\nclass = virginica')]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#visualize the tree\n",
    "%matplotlib inline\n",
    "from matplotlib import pyplot as plt\n",
    "fig = plt.figure(figsize=(20,20))\n",
    "tree.plot_tree(dc_tree,filled='True',feature_names=['SepalLength', 'SepalWidth', 'PetalLength', 'PetalWidth'],class_names=['setosa','versicolor','virginica'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(167.39999999999998, 391.392, 'PetalLength <= 2.45\\nentropy = 1.585\\nsamples = 150\\nvalue = [50, 50, 50]\\nclass = setosa'),\n",
       " Text(111.6, 304.416, 'entropy = 0.0\\nsamples = 50\\nvalue = [50, 0, 0]\\nclass = setosa'),\n",
       " Text(223.2, 304.416, 'PetalWidth <= 1.75\\nentropy = 1.0\\nsamples = 100\\nvalue = [0, 50, 50]\\nclass = versicolor'),\n",
       " Text(111.6, 217.44, 'PetalLength <= 4.45\\nentropy = 0.445\\nsamples = 54\\nvalue = [0, 49, 5]\\nclass = versicolor'),\n",
       " Text(55.8, 130.464, 'entropy = 0.0\\nsamples = 29\\nvalue = [0, 29, 0]\\nclass = versicolor'),\n",
       " Text(167.39999999999998, 130.464, 'SepalWidth <= 2.85\\nentropy = 0.722\\nsamples = 25\\nvalue = [0, 20, 5]\\nclass = versicolor'),\n",
       " Text(111.6, 43.488, 'entropy = 0.946\\nsamples = 11\\nvalue = [0, 7, 4]\\nclass = versicolor'),\n",
       " Text(223.2, 43.488, 'entropy = 0.371\\nsamples = 14\\nvalue = [0, 13, 1]\\nclass = versicolor'),\n",
       " Text(334.79999999999995, 217.44, 'SepalLength <= 6.25\\nentropy = 0.151\\nsamples = 46\\nvalue = [0, 1, 45]\\nclass = virginica'),\n",
       " Text(279.0, 130.464, 'entropy = 0.439\\nsamples = 11\\nvalue = [0, 1, 10]\\nclass = virginica'),\n",
       " Text(390.59999999999997, 130.464, 'entropy = 0.0\\nsamples = 35\\nvalue = [0, 0, 35]\\nclass = virginica')]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dc_tree = tree.DecisionTreeClassifier(criterion='entropy',min_samples_leaf=10)\n",
    "dc_tree.fit(X,y)\n",
    "fig = plt.figure(figsize=(8,8))\n",
    "tree.plot_tree(dc_tree,filled='True',feature_names=['SepalLength', 'SepalWidth', 'PetalLength', 'PetalWidth'],class_names=['setosa','versicolor','virginica'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib as mpl\n",
    "font2 = {'family' : 'SimHei',\n",
    "'weight' : 'normal',\n",
    "'size'   : 20,\n",
    "}\n",
    "mpl.rcParams['font.family'] = 'SimHei'\n",
    "mpl.rcParams['axes.unicode_minus'] = False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(167.39999999999998, 391.392, '花瓣长 <= 2.45\\nentropy = 1.585\\nsamples = 150\\nvalue = [50, 50, 50]\\nclass = setosa'),\n",
       " Text(111.6, 304.416, 'entropy = 0.0\\nsamples = 50\\nvalue = [50, 0, 0]\\nclass = setosa'),\n",
       " Text(223.2, 304.416, '花瓣宽 <= 1.75\\nentropy = 1.0\\nsamples = 100\\nvalue = [0, 50, 50]\\nclass = versicolor'),\n",
       " Text(111.6, 217.44, '花瓣长 <= 4.45\\nentropy = 0.445\\nsamples = 54\\nvalue = [0, 49, 5]\\nclass = versicolor'),\n",
       " Text(55.8, 130.464, 'entropy = 0.0\\nsamples = 29\\nvalue = [0, 29, 0]\\nclass = versicolor'),\n",
       " Text(167.39999999999998, 130.464, '花萼宽 <= 2.85\\nentropy = 0.722\\nsamples = 25\\nvalue = [0, 20, 5]\\nclass = versicolor'),\n",
       " Text(111.6, 43.488, 'entropy = 0.946\\nsamples = 11\\nvalue = [0, 7, 4]\\nclass = versicolor'),\n",
       " Text(223.2, 43.488, 'entropy = 0.371\\nsamples = 14\\nvalue = [0, 13, 1]\\nclass = versicolor'),\n",
       " Text(334.79999999999995, 217.44, '花萼长 <= 6.25\\nentropy = 0.151\\nsamples = 46\\nvalue = [0, 1, 45]\\nclass = virginica'),\n",
       " Text(279.0, 130.464, 'entropy = 0.439\\nsamples = 11\\nvalue = [0, 1, 10]\\nclass = virginica'),\n",
       " Text(390.59999999999997, 130.464, 'entropy = 0.0\\nsamples = 35\\nvalue = [0, 0, 35]\\nclass = virginica')]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8,8))\n",
    "tree.plot_tree(dc_tree,filled='True',feature_names=['花萼长', '花萼宽', '花瓣长', '花瓣宽'],class_names=['setosa','versicolor','virginica'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "fig.savefig('test.png')"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "决策树实战summary：\n",
    "1、通过建立决策树，可实现对标签数据的有效分类；\n",
    "2、通过修改叶子节点最少样本数对应参数min_samples_leaf，可调控制树的分支深度；\n",
    "3、核心算法参考链接：https://scikit-learn.org/stable/modules/generated/sklearn.tree.DecisionTreeClassifier.html#sklearn.tree.DecisionTreeClassifier"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
